A comprehensive survey on automatic facial action unit analysis

R Zhi, M Liu, D Zhang - The Visual Computer, 2020 - Springer
Abstract Facial Action Coding System is the most influential sign judgment method for facial
behavior, and it is a comprehensive and anatomical system which could encode various …

Aunet: Learning relations between action units for face forgery detection

W Bai, Y Liu, Z Zhang, B Li… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Face forgery detection becomes increasingly crucial due to the serious security issues
caused by face manipulation techniques. Recent studies in deepfake detection have yielded …

Learning multi-dimensional edge feature-based au relation graph for facial action unit recognition

C Luo, S Song, W **e, L Shen, H Gunes - arxiv preprint arxiv:2205.01782, 2022 - arxiv.org
The activations of Facial Action Units (AUs) mutually influence one another. While the
relationship between a pair of AUs can be complex and unique, existing approaches fail to …

Facial action unit detection with transformers

GM Jacob, B Stenger - … of the IEEE/CVF conference on …, 2021 - openaccess.thecvf.com
Abstract The Facial Action Coding System is a taxonomy for fine-grained facial expression
analysis. This paper proposes a method for detecting Facial Action Units (FAU), which …

Gpt as psychologist? preliminary evaluations for gpt-4v on visual affective computing

H Lu, X Niu, J Wang, Y Wang, Q Hu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Multimodal large language models (MLLMs) are designed to process and integrate
information from multiple sources such as text speech images and videos. Despite its …

Auformer: Vision transformers are parameter-efficient facial action unit detectors

K Yuan, Z Yu, X Liu, W **e, H Yue, J Yang - European Conference on …, 2024 - Springer
Abstract Facial Action Units (AU) is a vital concept in the realm of affective computing, and
AU detection has always been a hot research topic. Existing methods suffer from overfitting …

JAA-Net: Joint facial action unit detection and face alignment via adaptive attention

Z Shao, Z Liu, J Cai, L Ma - International Journal of Computer Vision, 2021 - Springer
Facial action unit (AU) detection and face alignment are two highly correlated tasks, since
facial landmarks can provide precise AU locations to facilitate the extraction of meaningful …

Facial affective behavior analysis with instruction tuning

Y Li, A Dao, W Bao, Z Tan, T Chen, H Liu… - European Conference on …, 2024 - Springer
Facial affective behavior analysis (FABA) is crucial for understanding human mental states
from images. However, traditional approaches primarily deploy models to discriminate …

Local relationship learning with person-specific shape regularization for facial action unit detection

X Niu, H Han, S Yang, Y Huang… - Proceedings of the …, 2019 - openaccess.thecvf.com
Encoding individual facial expressions via action units (AUs) coded by the Facial Action
Coding System (FACS) has been found to be an effective approach in resolving the …

Facial action unit detection using attention and relation learning

Z Shao, Z Liu, J Cai, Y Wu, L Ma - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Attention mechanism has recently attracted increasing attentions in the field of facial action
unit (AU) detection. By finding the region of interest of each AU with the attention …